Research
Research
We publish methodology before results. If a study has no data yet, the page says so.
Author: VisionAxiom ResearchReviewed by: VisionAxiom Technical ReviewUpdated: 2026-09-02
Direct answer
What research does VisionAxiom publish?
VisionAxiom publishes original engineering research on machine vision architecture and cost patterns in U.S. manufacturing, and on practical training-data requirements for learned defect-detection models. Methodology and instruments are published first; results are published only with sample size and collection window stated.
Active programs
- 2026 Machine Vision Architecture & Cost Benchmark — instrument published, collection open, no results yet.
- AI Vision training-data requirements — structured observations from feasibility work, published as method and open questions.
Publication rules we hold ourselves to
- No figure without n, method and date.
- No claim attributed to a customer without written approval.
- Third-party material is restated and attributed, never presented as our own measurement.
- Negative or inconvenient findings get published too — that is what makes the rest citable.
Related engineering material